Applied artificial intelligence

AI that leaves the lab. Enters production.

We turn manual processes and scattered knowledge into automations, agents, and AI products your team can use — and measure.

30 minutes · No commitment · Leave with one priority opportunity identified
See
how ↓
AI AgentsAutomationRAG & DataAI ProductsAnalyticsAI AgentsAutomationRAG & DataAI ProductsAnalytics
Proof before promises.A dedicated All-In Factory initiative focused on applied AI.
01We start with a real process, not a tool.
02We define the metric before we build.
03We validate with users before scaling.

One engine. Three business decisions.

We talk efficiency with Operations, adoption with Product, and integration with Technology.

01 / OPERATIONS & LEADERSHIP

Do more without adding friction

  • Reduce manual work and response times
  • Control exceptions and costs
  • Measure operational impact
02 / PRODUCT & INNOVATION

Build a feature people actually use

  • Validate usefulness before scaling
  • Design for experience and adoption
  • Integrate AI into the existing product
03 / TECHNOLOGY & DATA

Take the proof into production

  • Connect APIs, data, and permissions
  • Evaluate quality and observability
  • Avoid unnecessary lock-in

Choose the size of your first win.

Clear scope, clear decision. Each format reduces a different kind of risk.

AI Discovery1–2 weeks

Find where AI is worth it

From €750 · credited toward the pilot

A paid diagnosis that turns scattered ideas into one prioritized, costed opportunity.

Includes
Processes, opportunities, data, risks, and feasibility.
Deliverable
Opportunity map, business case, and implementation roadmap.
Best fit
You want to decide where to invest before building.
Not this
A generic AI trends report.
I want to prioritize →
AI Pilot4–6 weeks

Prove value in a real workflow

From €5,000 · fixed scope

Validate an automation or agent with real users and day-to-day data.

Includes
Workflow, functional prototype, essential integrations, and evaluation.
Deliverable
A usable pilot and a decision to proceed, adjust, or stop.
Best fit
There is a repetitive process with volume and an owner.
Not this
An isolated demo with no access to operations.
I want to prove it →
AI Product SquadOngoing

Build and improve in production

Scoped monthly · per squad

Launch an AI feature, copilot, or product with continuous improvement.

Includes
Product, UX, engineering, data, evaluation, and operations.
Deliverable
Production increments, metrics, and a prioritized backlog.
Best fit
AI is part of the product value proposition.
Not this
A team that disappears after launch.
I want to build →
After go-live
Managed AI keeps the system healthy — monitoring, evaluation, and continuous improvement.
From €500/month

Built by us. Running today.

Before we promise results, we ship software. These products were designed, built, and are operated by the AI Factory team.

AGENTIC GROWTH PLATFORM

AVANTO AGP

Agents that run growth workflows end to end — content, outreach, and follow-up.

CUSTOMER RELATIONS AGENT

ROBIN CRA

An agent that answers, qualifies, and routes customer conversations.

FLEET MANAGEMENT

Fleetos

Operations platform for vehicle fleets — tracking, maintenance, and cost control.

DOCUMENT INTELLIGENCE

E-invoice

Extracts data from invoices and turns it into structured, system-ready records.

Each product is a live testbed for the same Factory method we apply to client work — ask for a demo in the diagnostic.

Sample scenario · not a result attributed to a client

From email to action.

How we design an automation pilot without hiding risk, integration, or human involvement.

A real case will be documented with data and client approval — never fabricated.
BEFORE

Scattered requests

Emails arrive in different formats; the team reads, classifies, searches for information, and updates systems.

WORKFLOW

Triage, suggest, execute

The agent extracts data, checks authorized sources, and routes exceptions for human validation.

CONNECTIONS

Email + knowledge + ERP

Permissions, logs, and integrations are defined with the technical team before the pilot.

MEASUREMENT

Time, quality, exceptions

We compare the process before and after; we only scale when the evidence supports it.

I want to design a similar case →

We build what your team needs to use.

From the first workflow to a production product, every capability starts with a concrete problem.

01 / AGENTS

Agents that get work done

Assistants with context, tools, and permissions to execute tasks.

TriageInternal supportCopilots
02 / AUTOMATION

Frictionless workflows

We connect email, CRM, ERP, and APIs to reduce manual steps.

RequestsDocumentsBackoffice
03 / DATA

Connected knowledge

Intelligent search and RAG across internal sources, with traceability.

PoliciesContractsTechnical knowledge
04 / PRODUCT

AI inside the product

Copilots, recommendations, and generative experiences in your software.

RecommendationsSearchAnalytics

A short line between the problem and the result.

01

Find the friction

We map the process, volume, data, exceptions, and success metric.

02

Prove the workflow

A working version in the team’s hands to measure usefulness, quality, and risk.

03

Connect to operations

We integrate systems, define controls, and prepare monitoring.

04

Keep improving

We monitor usage, costs, and drift to evolve with the business.

AI

Humans in control. AI at work.

The technical design is tailored to risk and client policies, with explicit decisions.

Privacy and accessMinimum data, permissions, and retention defined per project.
Human validationApproval at critical steps.
TraceabilityVisible sources, decisions, and errors.
EvaluationTest cases before scaling.
Cost controlUsage and limits monitored.
FlexibilityNo unnecessary model lock-in.

Your data. Your rules.

Every solution runs where it makes sense — cloud, hybrid, or fully on your own infrastructure.

CLOUD

Fastest to start

Best for most workloads — elastic capacity, zero hardware to manage.

HYBRID

Split by sensitivity

Sensitive data stays local; heavier models run in the cloud.

ON-PREM

AI Factory Appliance

Everything on your hardware — local models, no token billing, no data leaving the building. Gen 1 launch: Portugal only.

See the appliances →

We do not sell a magic percentage.

Every case starts with a baseline. These are the three kinds of evidence we bring to the decision.

Efficiency
Time

Task time, cycle time, and manual work avoided.

Quality
Accuracy

Errors, corrections, exceptions, and consistency.

Adoption
Usage

Active users, completion, and feedback.

Before we switch on the machine.

The right questions save weeks of work and prevent false expectations.

Where do we start without a defined use case?

The AI Discovery maps processes, data, risk, and impact to choose a concrete opportunity — from €750, credited toward the pilot.

Have you built real AI products?

Yes — AVANTO AGP, ROBIN CRA, Fleetos, and E-invoice were built by our team and are running today. Ask for a demo.

Can our data stay on our premises?

Yes. AI Factory Appliances run models locally — no token billing and no data leaving your infrastructure.

Do we need to replace our current systems?

Not always. We integrate with what exists when it is safe and sensible, validating feasibility before making promises.

How long until we have something usable?

A well-scoped pilot is designed for 4 to 6 weeks. Complex integrations or data preparation may require a different timeline.

How do you handle sensitive data?

Sources, permissions, retention, providers, and human involvement are defined per project and confirmed with the client.

Will we be locked into one provider?

We choose based on quality, cost, latency, and privacy; when it makes sense, we separate business logic from the model.

How do we know whether the pilot worked?

We agree on a baseline and criteria: time, quality, exceptions, usage, and cost. The outcome is a decision to proceed, adjust, or stop.

Think. Prove. Connect. Scale. ✦
Less hype. More system. ✦

What process is holding you back?

In 30 minutes, we identify one priority opportunity and the smallest next step that produces evidence.

No commitmentFocused on a real processRequest prepared in your email
vetorstack@gmail.com ↗

Opens your email app with a prepared message. No form data is stored on this site.

Book an AI diagnostic →